{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 数据可视化\n",
    "1. 折线图  plot\n",
    "2. 条状图  bar\n",
    "3. 饼图    pie\n",
    "4. 散点图  scatter\n",
    "5. 箱线图  box\n",
    "6. 组合图"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "7d9f5cfd6d121ad3"
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 字体处理\n",
    "from matplotlib import rcParams  # 字体\n",
    "\n",
    "rcParams['font.sans-serif'] = ['SimHei']"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-28T01:09:33.666445900Z",
     "start_time": "2025-08-28T01:09:33.644943700Z"
    }
   },
   "id": "7c2e81be9c74dd66"
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 折线图\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(8, 6))\n",
    "# 图表数据\n",
    "month = ['1月', '2月', '3月', '4月', '5月', '6月']\n",
    "sales = [100, 50, 120, 100, 60, 90]\n",
    "# 绘制折线图\n",
    "plt.plot(month, sales, label='销售额', color='red',\n",
    "         linewidth=2, marker='o', markersize=10)\n",
    "#  标题\n",
    "plt.title('月销售额', fontsize=16, color='red')\n",
    "#  标签\n",
    "plt.xlabel('月份', fontsize=12)\n",
    "plt.ylabel('销售额', fontsize=12)\n",
    "# 添加图例\n",
    "plt.legend(loc='best')\n",
    "# 添加网格\n",
    "plt.grid(True, alpha=0.3)\n",
    "# plt.grid(axis='y',color='red',linestyle='--',alpha=0.5)\n",
    "# 刻度大小\n",
    "# rotation ：文字旋转角度\n",
    "plt.xticks(fontsize=12, rotation=0)\n",
    "plt.yticks(fontsize=12, rotation=0)\n",
    "# 设置Y轴的范围\n",
    "plt.ylim(40, 150)\n",
    "# 每一个数据点显示数值\n",
    "for x, y in zip(month, sales):\n",
    "    plt.text(x, y + 3, y, ha='center', va='bottom')\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-28T01:29:09.010938100Z",
     "start_time": "2025-08-28T01:29:08.844815800Z"
    }
   },
   "id": "3829b66039bc6bc7"
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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GDDBBVi86jke7IowfP16+/PJLc7t2g9RWWW3JffPNN2X9+vVmmq/LLrtM6tWr53le7Z6gg9F0uq/8RsAFAACAz7genRnBTWdDcHcn0G4GGnivueYaufLKK03Z/v37zZRhGmpHjRol7dq1MwPKdHanTZs2mUFolStXNgPXWrVqJQWBgAsAAAAPHRSm4dRNx/ho663SlVK13+3cuXN9+ubq4gslSpTwlOkgdzcdBD9s2DDPrE4FgYALAAAAD13MoWHDhrJhwwazcMPq1avNHPr6Uxd40OnDtBtC9erVpW3btjJ27Fgzw4K25OpiELrIg/bR7dWrlxl0tnHjRtMvV7sm3H333VIQCLiFZJLncJlEGgAABLf/7eTJk+X55583ra0zZ86UJ554QlatWiVDhw41fW9jYmLMvPqvvvqqLFq0yATh7777Ttq0aWNCbf369U2XBg2zOgCtT58+5vYhQ4bIo48+ap5X++3mJwIuAABAAQrlRqFZs2ZJXFycWXZXg6x2RdBgq/Pafv31154+tIMGDTIht1GjRtK/f39zcdNFH3RV1S1btpjH6qJTGmgbNGhgZlvQvzFnzhwzh25+cTh1yYlCTpvMS5UqZfqPlCxZskD+Ji24AADYS7+m14UNdOBVkSJFJJycOXPGM8WXuw9ubGysCb7edAleHYxWvnx5n/IdO3aYpXlvvPHGbI85efKk/Pjjj3LppZfm+bjlJa/RggsAAAAP73CrclqQoUaNGgHLa9eubS6BaODNKdyeT/nXNgwAAAAEAQEXAAAAViHgAgAA5BNd1hYFf7zogwsAAHCe6QwEOkuAzg1boUIFc93hcAR7s0KWznmgSwMfOXLEHDc9Xn8FARcAAOA805CmMwEcOHDAhFzkTrFixcwCEn91CjECLgAAQD7QVkgNa+np6QW2RG04i4yMlKioqPPS0k3ABQAAyCca1qKjo80FBYdBZgAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEACGD8+PFSrVo1My9nmzZtZMeOHecsBxA6CLgAAPjZvn27/Pvf/5YvvvhCfvzxR4mPj5c777wzx3IAoYWACwCAn/Xr10vr1q2lefPmZqL+AQMGyLZt23IsBxBaCLgAAPi55JJLZMGCBfL9999LUlKSJCQkSIcOHXIsBxBaWMkMAAA/GmR79OghzZo1M9dr1aolK1eulAoVKgQsBxBaaMEFAMDPqlWr5Msvv5QVK1bI8ePHpXfv3nLjjTeaMBuo3Ol0BnuTAXhxOHlXSnJyspQqVcp83VSyZMkC+Zs1H/9KbPLLc52CvQkAcN4MHTpUIiIi5OWXXzbX9V9luXLlpEmTJqb/rX+5dlto2rRpkLcasFtyHvIaXRQAAPCTmZkpv/76q+f6iRMn5PTp0xIXFyeHDx/OVp6RkRGkLQUQCAEXAAA/V199tfTv39+01laqVMnMfVu5cmW54447zLRg/uWNGzcO9iYD8ELABQDAzy233CJbtmyRV155RQ4cOCANGzaUGTNmmG4IOv+tf3l0dHSwNxmAF/rg0gf3vKAPLgAACJW8xiwKAAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBXmwQUAWMGm6ReZehH4a2jBBQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAwCoEXAAAAFiFgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKuERcD97bff5Oabb5ayZcuai/5+4MABz+0LFy6UZs2aScmSJaVHjx5y7NixoG4vAAAAgicsAu6gQYPkyJEj8p///Efef/992bp1q3Tp0sXctnnzZunUqZPUq1dPpk+fLmfPnpU+ffoEe5MBAAAQJFES4lJTU+W///2vfPfdd3LZZZeZshIlSkiHDh1kz549Mnr0aImPj5fJkydLRESEtGrVSi688EJZvXq1tGzZMtibDwAAgAIW8i242t0gIyNDnE6nT+hVRYsWlfnz50uvXr1MuFWlSpWStm3byrx584K2zQAAAAiekA+4lSpVkoYNG8rw4cPl0KFDsnv3bnn66afl+uuvl9KlS8vhw4elcePGPo+pXbu26cYAAACAwifkuygo7VvbokULqVy5srl+0UUXyddffy1nzpwx1zXoeouLi5Pt27fn+HwpKSnm4pacnOy+wXVR2iIcHS2SliaSmZn14MhIkagobUYW8WpVNmV6m3+5Poc+l9ffUw5npjjFITEZ6T7lqZFR4hCnRGdk+JZHRZvHeJc7HSJpkdESkZkhUV7b6C6PzMyQSK/yTIdD0iOjJCojXSK8tjEjIkIyIiIlOiNNHF6bnh4RIZkBytMiI8XpiJCY9DTvg+raV4fDdQy8xcS4jokeS2+xsa5j612uj9f7636mp2cv1zLvY5PPrxP7xD6xT2G0T7qpBXnec5fnx7lcj52trxP7xD5F/8l98r9/OAfctLQ0ufPOO6Vp06Zy3333mTD63HPPSdeuXWXu3LnmPpF68Lw4HA5P+A1kzJgxMmrUqOw3jB3rqgCqeXMRHcg2a5bIunVZ92nTxnWZOlXEO0TrffUx770ncuRIVnnfviJ16rie2+uFKXu6rpyILS6DV0zz2YSE1j2lRMop6bf+K09ZamS0JFzeU6ofPyjdNy/0lB8tVkomNu8s9Q/vlA7bVnrKd5WuIjMatpOWezdL690bPeWbKtWReXVbSZsda6XhoW2e8hXVG8mK6o2l85YlUuN41uwUc+u0ks2V60ivxG+k3OkkT/mMBm1lV5mqcvfqGRKT8fsbZcz3IoMHax8RPcC+x3XYMJGkJJGEhKwyPc5avmOHyCefZJVXqCAyZIhIYqLIzJlZ5fHxIv36iSxdKrJoUVZ5Pr9O7BP7xD6F0T5J2YI974nIxGad8udcrudUW18n9ol96vsn92ncOMkth9O7c2sI+uyzz8wsCjt37pRixYqZMu1+oK24OrDs3nvvlXfffVd69uzpeczgwYNl37598sUXX+S6BbdatWqSdPiwmWqsID6l1Boxx6oW3J9H31A4P02yT+wT+xQy+1RzxFxrWnDNOdXS14l9Yp/kT+5T8tGjUqpiRUlKSsrKa+Hagvvzzz+bPrXucKvq1q1ruiHs2LFDmjRpIkuXLvUJuGvXrpXm+okhB7GxseYS4IasFlzvgx2IHuy8lPs9r54o3Sc7f3qyTI3K3j1aHxOoXE/GqRG+rdhKT9568acn+0D0BJuXcp9t996/QMdWK2ygcq3ggcr1DeHXMu95s+jFXz69TucsZ5/YJ8U+hdQ+Feh57w/K/9K53HufLXyd2Cf26bztU7gOMitfvrxs2bJFTp486SlbsmSJnDhxQi644AKzsMOkSZNk79695rYVK1bIqlWrpH379kHcagAAAARLyLfgduzY0UwLdvnll8uNN95opg2bOnWqVK1aVbp37y5RUVGmi0Lr1q1NqJ0xY4YZkKZ9dAEAAFD4hHwLbvXq1WXx4sVmid7XX39dJk6caKYF0/61uuCDzoWrLbrdunWTxMRE6d27t8yZM8cEXwAAABQ+YZECdUUyDbk50WnC3njjjQLdJgAAAISmkG/BBQAAAPKCgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAihQEyZMEIfDke2i5YsXL5b69etL+fLlZezYscHeVABAmCLgAihQt99+uxw7dsxz2bNnjwm0Gmy7dOkivXv3luXLl8ukSZNk4cKFwd5cAEAYigr2BgAoXGJiYszFLSEhQbp3725CbdWqVWX48OGmRXfEiBHy/vvvS9u2bYO6vQCA8EMLLoCgOXv2rLz66qvyxBNPSGJiogmzGm7VZZddJmvXrg32JgIAwhABF0DQfPrpp9KqVSupWbOmJCcnS61atTy3lSxZUvbv3x/U7QMAhCcCLoCgefvtt+W+++4zv0dFRUlsbKzntiJFisjp06eDuHUAgHBFwAUQFNu2bTOXDh06mOtly5aVI0eOeG4/ceKET19dAAByi4ALICimTZsmnTt3lujoaHO9ZcuWZqCZ2/r16+WCCy4I4hYCAMIVARdAUMyePVvatGnjua5ThC1btkzmzZsnaWlp8sILL8h1110X1G0EAIQnpgkDUODOnDkjK1eulHfffddTpnPhjhs3Tm688UaJi4uT0qVLm8UfAADIKwIugAJXtGhRSUlJyVauA8601fbHH3+Uq6++2gRdAADyioALIKToVGHe04UBAJBX9MEFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqDDIDcE41H/9KbPHLc52CvQkAgAJACy4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAwCoEXAAAAFiFgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAAALPPbYY3LTTTd5rm/atElatmwpZcqUkUceeUScTqcUFgRcAACAMLdhwwZJSEiQV1991VxPSUkxYbdFixayZs0a+eGHH2TChAlSWBBwAQAAwlhmZqYMHDhQhg4dKrVr1zZls2bNkqSkJBk7dqzEx8fLs88+K++//74UFgRcAACAMPb222/Lxo0bpWbNmjJz5kxJTU2VxMREad26tRQrVszcp3HjxqYVt7Ag4AIAAISpkydPysiRI03L7a5du2TcuHFy1VVXSXJystSqVctzP4fDIZGRkXLs2DEpDKKCvQEAAAD4cz777DM5deqULFy4UMqXLy/p6enSqFEj+eCDD+Rvf/ubz32LFCkip0+fNoPObEcLLgAAQJjau3ev6Yqg4VZFRUWZ7gjHjx+XI0eO+Nz3xIkTEhMTI4UBARcAACBMXXjhhXLmzBmfsl27dskrr7wiy5cv95Tt3LnTzKxQtmxZKQwIuAAAAGGqU6dOZvCYDjTT1tzXXnvNDDC7+eabTT/cDz/80NxPZ1Fo37696YdbGNAHFwAAIEyVK1dOvv76a3n44YfloYcekipVqsi0adOkWrVqMn78eOndu7dZ5CEiIkIWLVokhUVYteDqChxXXHGFdO7c2adcO1Y3a9ZMSpYsKT169Cg0IwQBAACuvPJK0x1BB5Bt377ds5pZly5dzPWPPvpItmzZIpdccokUFmEVcN955x1Zu3at6VfitnnzZtM8X69ePZk+fbqcPXtW+vTpE9TtBAAACAWVK1c2OUlbeguTsOmicOjQIRk2bJj885//lDp16njKR48ebVbomDx5sml+b9WqlelwvXr1arP+MgAAAAqXsGnBffDBB6V48eLyr3/9y6d8/vz50qtXLxNuValSpaRt27Yyb968IG0pAAAAgiksAq6G2ClTpkiNGjXk3nvvlccff1wOHDhgJjM+fPiwme/Nm67msXXr1qBtLwAAAIInLLooPProo+anTlisrbi6aoeu0KHBV5UuXdrn/nFxcaZTdU50Hji9uOk0Gr/f4LoobRGOjhZJSxPJzMx6sE6vERUlkpqqo96yyrVMb/Mv1+fQ5/L6e8rhzBSnOCQmI92nPDUyShzilOiMDN/yqGjzGO9yp0MkLTJaIjIzJMprG93lkZkZEulVnulwSHpklERlpEuE1zZmRERIRkSkRGekicNr09MjIiQzQHlaZKQ4HRESk57mfVBd++pwuI6BN51UWv+eHktvsbGuY+tdro/X++t+pqdnL9cy72OTz68T+/T7poZy3XOX5+b95D4WNr5O7JNrU0O17uX1XK7HztbXiX1in6L/5D753z+cA64OKlu3bp1069bNBFtdS/mXX36RSy+91MzppvzndNP7+E967G3MmDEyatSo7DeMHeuqAKp5cx1+KDJrlsi6dVn3adPGdZk6VcQ7ROt99THvvadJPKu8b18R7TOsz+31wpQ9XVdOxBaXwSum+WxCQuueUiLllPRb/5WnLDUyWhIu7ynVjx+U7psXesqPFislE5t3lvqHd0qHbSs95btKV5EZDdtJy72bpfXujZ7yTZXqyLy6raTNjrXS8NA2T/mK6o1kRfXG0nnLEqlx/ICnfG6dVrK5ch3plfiNlDud5Cmf0aCt7CpTVe5ePUNiMn5/o4z5XmTwYO0jogfY97gOGyaSlCSSkJBVpsdZy3fsEPnkk6zyChVEhgwRSUwUmTkzqzw+XqRfP5GlS0W8pznJ59eJfdL3Q+PQrnsiMrFZp9y9n7Se2vo6sU96Zg3dupfXc7nWVVtfJ/ZJas4+Jd03LQhY9/qt+1/Aujd4+bS/XPdqHNsfsO41OLgt4Lm89e4NAd9P7beu9LyfHmxfr+Bep3HjJLccTp17K4Tp4LHbb79dli1bZqYIc+vbt68Jvvv375d3331Xevbs6blt8ODBsm/fPvniiy9y3YKr88UlHT5sphoriE8ptUbMsaoF9+fRNxTOT5OFYJ9qjpwX0nXPU56L95Opp5a+TuyTQ2qOmBuydS+v53JTVy19ndinSKn55DchW/fyei43dbWAXqfko0elVMWKkpSUlJXXwrUFV7skuPvVeitatKhZT7lJkyaydOlSn4Crrb7N9RNDDmJjY80lwA1ZLbjeBzuQnNZyzqnc73m1srornD+tsKlR2btH62MClesbIjUi+8okevLWiz+tnIFoZc5Luc+2e+9foGOrFTZQuVbwQOX6hgi02oq+WfTiL59ep3OWF6J9Cum69wflPu8n732z8HVin0K47uX1/eS9zxa+TuxTCNe9vL6fvI9RMF6ncB1kpl0RtMuBLjvnlpGRIUuWLDFTgunCDpMmTTLL06kVK1bIqlWrzHJ0AAAAKHxCvgW3atWqpjvCPffcI88//7xUqFBB3nrrLdm1a5c88MADUqtWLdNFoXXr1ibUzpgxQ1q0aCFdu3YN9qYDAAAgCEK+BVe9//770r9/fzMHri4/p1OAaf9aXXJOuypoa64OQtNWXl1zec6cORIV6GsCAAAAWC8sUmB0dLQ8/fTT5hKIThP2xhtvFPh2AQAAIPSERQsuAAAAkFsEXAAAAFiFgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAoHAH3MzMTM/vJ06ckCeffPKc99+5c6ecOXPmz20dAAAAkJ8B9+DBg1KkSBHz+4EDByQtLU1ee+01cz05OVmcTqf5PSUlxQRhvf2WW26RoUOH5nW7AAAAgD8lKi931nBbtGhRSU1Nlfj4eBNyo6JcT1G6dGlxOBye+86YMUPWr19vWnD/85///LmtAwAAAPIz4GqAjYyMlJiYGImNjfW5TcsXLVpkWnH1fhqEb7vtNvnkk09MGAYAAABCKuBqlwN3FwSlIda7xVa1bt3adE8oVqyYzJ49W7p162a6KAAAAAAh1wf3gQcekHLlyklSUpJpwdWf5cuX97nP/v37pWzZsnLNNdfIhg0bZNy4cfmxzQAAAMBfD7iDBg0y/WqLFy8uc+fONa20et2bBt7x48fL1VdfLW+++aY0adJEfvrpp9z+CQAAAKDgAu4ll1wi1157rRlUpj+jo6Plqquu8tzu7nfbt29fGT16tGzbtk1atmwpvXv3/utbCQAAAOTnQg/p6elmJgX/Mh1o5r5MnjxZ3nrrLdm4caN88803f+bPAAAAAPk7i8LZs2fNog0RERHy7rvvmlCrZWrWrFmmBVdbcjX8aotvlSpVpG3btjJx4kS57rrr8r51AAAAQH624Gof282bN5uAu2XLFtm7d6889dRT5raGDRuabgna/1bvpwFYtW/fXipWrJjX7QIAAADyP+Bq14PatWvLoUOHZObMmXLllVeaPrk6fZhOD6YD0ZQORHv66adNa+/9998vY8eO/XNbBwAAAORXwD127Ji0a9dOFi5cKJUqVZLExEQzS8Lzzz9vBptpdwUNujpVmC7soAtBaGuvdlsAAAAAQi7g6pK72jXhhhtuMC23umqZLs/73nvvSefOnaVVq1amhffHH380/XBr1aolixcvzt+tBwAAAP5swG3evLnMmzdPDhw4YKb++tvf/iYLFiwwsyQMGzbMBF3tprBmzRpz/wsvvNC09gIAAAAhO4uCKlOmjPz973+Xu+66S1544QXp0KGDKe/Ro4esW7fODDZTvXr1kri4uPO/xQAAAMD5DLiZmZmyYsUKadGihYwcOdLntqZNm5qf2hd3woQJph/unj17ZODAgWbgGQAAABBSsygsX77cBFadCkwHkykdZHbkyBGf++n0YbqK2alTp+Thhx+Wl19++fxuNQAAAPBXA+6yZcukY8eO8uabb5rr2jr76aefmv63derUkREjRkhycrK5rVq1avLiiy+aZXu1NdfdbQEAAAAIiYB7/Phx6dq1q/Tr10+ee+45E1p1xoTbb7/dTBemfXJ1WV6dI1cXeND5bzXwavmAAQPk5ptvzvcdAQAAAHLdB1enA5syZYpZlcxNpwJTjRo1MpdHH31UBg8ebBZ7GDp0qBmMpi28PXv25EgDAAAgtAKudj04ePCgTJ8+XTIyMkxZQkKCaanVVc1+/vln2bBhg5w+fVrq168vaWlpZs7cNm3a5Pf2AwAAAHkPuNu2bZM77rjDhNYiRYqY1ttZs2ZJhQoVpEqVKnLTTTfJ448/bgaW6XUNxFqmfXZ1sYdSpUrl5s8AAAAABRNwdfovba3VgWVKg+6XX34pFStWDHj/kiVLyv/+9z+zupnOl6stvwAAAEDIBFwNtO5wG2gJ31tvvVXKlSsn5cuXNxf9/aKLLpJPPvlELr/8cjPwTOfCBQAAAEJqHtxAUlNTzQpmuvCDDiw7duyYWaJXZ1z44osvZPTo0T6D0wAAAICQWsksEO2T++yzz/qU9e7dW7777juZO3fu+fgTAAAAQP4GXPc0YTm58sorTYsuAAAAEBYBd8iQIWZGBZ0xQRd+uPvuu6V48eJmxoS6deuaKcJYwQwAAABhEXBvu+02M/BMg60GWu1vq0F3z549snfvXvnpp5/MbbqE72OPPWZWMwMAAABCNuBOnjz5nLefPHlSli1bJu+8847cc889UrNmTWnXrt2f3UYAAACgYAeZ+YuLi5PrrrvOXJYvX26mCgMAAADCYpqwP0K4BQAAgFUBFwAAAChIBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAwCoEXAAAAFiFgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVcIu4Kanp8ull14qTz31lKds4cKF0qxZMylZsqT06NFDjh07FtRtBAAAQPCEXcB98cUXZe3atZ7rmzdvlk6dOkm9evVk+vTpcvbsWenTp09QtxEAAADBEyVhZMuWLTJq1CjTUus2evRoiY+Pl8mTJ0tERIS0atVKLrzwQlm9erW0bNkyqNsLAACAghc2LbiZmZkyYMAAufXWW013BLf58+dLr169TLhVpUqVkrZt28q8efOCuLUAAAAIlrBpwX3llVdk9+7d8vXXX0v37t09/XEPHz4sjRs39rlv7dq1ZevWrTk+V0pKirm4JScnu29wXZQG5uhokbQ0TddZD46MFImKEklNFXE6s8q1TG/zL9fn0Ofy+nvK4cwUpzgkJiPdpzw1Mkoc4pTojAzf8qho8xjvcqdDJC0yWiIyMyTKaxvd5ZGZGRLpVZ7pcEh6ZJREZaRLhNc2ZkRESEZEpERnpInDa9PTIyIkM0B5WmSkOB0REpOe5n1QXfvqcLiOgbeYGNcx0WPpLTbWdWy9y/Xxen/dz/T07OVa5n1s8vl1Yp9+39RQrnvu8ty8n9zHwsbXiX1ybWqo1r28nsv12Nn6OrFPrk0K1boneTyX67EuqNfJ//7hHnC3bdsmw4cPl2nTpkmZMmU85WfOnDE/S5cu7XP/uLg42b59e47PN2bMGNPVIZuxY12VWjVvLtKli8isWSLr1mXdp00b12XqVBHvv6H31ce8957IkSNZ5X37itSp43purxem7Om6ciK2uAxeMc1nExJa95QSKaek3/qvPGWpkdGScHlPqX78oHTfvNBTfrRYKZnYvLPUP7xTOmxb6SnfVbqKzGjYTlru3Sytd2/0lG+qVEfm1W0lbXaslYaHtnnKV1RvJCuqN5bOW5ZIjeMHPOVz67SSzZXrSK/Eb6Tc6SRP+YwGbWVXmapy9+oZEpPx+xtuzPcigwdrE7oeYN/jOmyYSFKSSEJCVpkeZy3fsUPkk0+yyitUEBkyRCQxUWTmzKzy+HiRfv1Eli4VWbQoqzyfXyf2Sd8PjUO77onIxGadcvd+0npq6+vEPumZNXTrXl7P5VpXbX2d2CfzI2TrnuTxXK51taBep3HjJLccTqd3pA49unlt2rQx/Ww/+OADU6bX9fLEE09IbGysLFu2TK644grPYzQML1++PMduCoFacKtVqyZJhw9n9e/N50+TtUbMCY1PXuepJePn0TeE3idkGz/1B2Gfao6cF9J1z1Oei/eTqaeWvk7sk0NqjpgbsnUvr+dyU1ctfZ3Yp0ip+eQ3IVv38nouN3W1gF6n5KNHpVTFipKUlOQzHissW3DffPNN2bFjh8z0/rT0u5iYGNPndu/evT7lR48eleLFi+f4nBqK9RLghqwWXO+DHYge7LyU+z2vVlZ3hfOnFTY1Knv3aH1MoHJ9Q6RGuL7y8KYnb73408oZiFbmvJT7bLv3/gU6tlphA5VrBQ9Urm+I37/G8aFvFr34y6fX6ZzlhWifQrru/UG5z/vJe98sfJ3YpxCue3l9P3nvs4WvE/sUwnUvr+8n72MUjNcpXAeZ6dRfGmC1G4LD4TCXxYsXmy4G+nuTJk1kqX4t4EWnEatatWrQthkAAADBE/IBd/z48bJ+/XqfS4sWLeTee+81v+vCDpMmTfK04q5YsUJWrVol7du3D/amAwAAIAhCvotCHe2E7EcHkVWuXFmaNm0qF110kbz77rvSunVrE2pnzJhhAnDXrl2Dsr0AAAAIrpBvwf0jRYsWlSVLlki3bt0kMTFRevfuLXPmzJGoQP1gAAAAYL2wTIGLvKfh+H2asDfeeCNo2wMAAIDQEfYtuAAAAIA3Ai4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAwCoEXAAAAFiFgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAwCoEXAAAAFiFgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAwCoEXAAAAFiFgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYJSwC7qFDh+SWW26REiVKSNGiRaVTp05y8OBBz+3Tpk2TevXqSZkyZWTgwIFy9uzZoG4vAAAAgifkA67T6TThdtWqVfLMM8/ImDFjZPny5dK3b19z+7x586R3797SsWNHmTJlimzYsEGGDh0a7M0GAABAkERJiJs7d658//338sMPP0j16tVNmbbi3nfffXLs2DEZMWKEXHfddfLGG2+Y2+Lj46V+/fry1FNPSaVKlYK89QAAAChoId+C26pVK9N66w63qly5cuZncnKyrFy5Uvr06eO5rU6dOibgLliwICjbCwAAgOAK+RbcUqVKmYu3WbNmmT63aWlpkpmZKY0bN/a5vXbt2rJ169YC3lIAAACEgpAPuP62bdsmEydOlNdee03OnDljykqXLu1zn7i4ODly5EiOz5GSkmIubtoS/PsNrouKiBCJjhZJSxPJzMx6cGSkSFSUSGqqdhDOKtcyvc2/XJ9Dn8vr7ymHM1Oc4pCYjHSf8tTIKHGIU6IzMnzLo6LNY7zLnQ6RtMhoicjMkCivbXSXR2ZmSKRXeabDIemRURKVkS4RXtuYEREhGRGREp2RJg6vTU+PiJDMAOVpkZHidERITHqa90F17avD4ToG3mJiXMdEj6W32FjXsfUu18fr/XU/09Ozl2uZ97HJ59eJffp9U0O57rnLc/N+ch8LG18n9sm1qaFa9/J6LtdjZ+vrxD65NilU657k8Vyux7qgXif/+9sScLW1dsCAAXLxxRfLXXfdJTt37jTlkb9XFjeHw+EJv4HoQLVRo0Zlv2HsWFelVs2bi3Tpos3FIuvWZd2nTRvXZepUke3bs8r1vvqY994T8Q7XOhiuTh3Xc3u9MGVP15UTscVl8IppPpuQ0LqnlEg5Jf3Wf+UpS42MloTLe0r14wel++aFnvKjxUrJxOadpf7hndJh20pP+a7SVWRGw3bScu9mab17o6d8U6U6Mq9uK2mzY600PLTNU76ieiNZUb2xdN6yRGocP+Apn1unlWyuXEd6JX4j5U4necpnNGgru8pUlbtXz5CYjN/fcGO+Fxk8WJvc9QD7Htdhw0SSkkQSErLK9Dhr+Y4dIp98klVeoYLIkCEiiYkiM2dmlcfHi/TrJ7J0qciiRVnl+fw6sU/6fmgc2nVPRCY265S795PWU1tfJ/ZJz6yhW/fyei7Xumrr68Q+mR8hW/ckj+dyrasF9TqNGye55XDqNAVhwh1Mtd9tkyZN5Pjx42ZqML1+2WWXee534403St26deXVV1/NdQtutWrVJOnwYSlZsmSBfJqsNWJOaHzyOk8tGT+PviH0PiHb+Kk/CPtUc+S8kK57nvJcvJ9MPbX0dWKfHFJzxNyQrXt5PZebumrp68Q+RUrNJ78J2bqX13O5qasF9DolHz0qpSpWlKSkpKy8Fu4tuDpobPjw4Sa0arh1d03QwWdLly71BFzN6+vWrZNrr702x+eKjY01lwA3ZLXgeh/sQPRg56Xc73m1srornD+tsKlR2cf/6WMClesbIjXCtxVb6clbL/60cgailTkv5T7b7r1/gY6tVthA5VrBA5XrG8KvZd7zZtGLv3x6nc5ZXoj2KaTr3h+U+7yfvPfNwteJfQrhupfX95P3Plv4OrFPIVz38vp+8j5GwXidwnUWBaVThPXo0UN69uwpQ/TrAS9anpCQ4OlHO3XqVLMwRPv27YO0tQAAAAimkG/B1ZkSNMRGR0ebuW/XrFnjue2iiy6Sxx57TCZPniwtW7Y0rbi6qlmXLl2kRYsWQd1uAAAABEfIB9xNmzbJli1bzO/+3Q4WLlwobdq0MaH38ccfl40bN5pVzEaOHBmkrQUAAECwhXzAbdasmelXey5Vq1aVjz/+uMC2CQAAAKErLPrgAgAAALlFwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAwCoEXAAAAFiFgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAwCoEXAAAAFiFgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAwCoEXAAAAFiFgAsAAACrEHABAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAAGAVAi4AAACsQsAFAACAVQi4AAAAsAoBFwAAAFYh4AIAAMAqBFwAAABYhYALAAAAqxBwAQAAYBUCLgAAAKxCwAUAAIBVCLgAAACwCgEXAAAAViHgAgAAwCoEXAAAAFiFgAsAAACrEHABAABgFWsCbmZmpgwfPlwqV64sF1xwgbz22mvB3iQAAAAEQZRY4qmnnpIXX3zRXDTg3nvvvVKpUiW57bbbgr1pAAAAKEBWBNzk5GQTbP/973/L/fffb8qOHz9urhNwAQAAChcruigsW7ZMzp49K3369PGUdevWTX744QfZv39/ULcNAAAABcuKFtx9+/ZJ2bJlTdcEN71eqlQp2bZtm1StWtXn/ikpKebilpSUZH4m//qr3ugqjIgQiY4WSUvTDr5ZD46MFImKEklNFXE6s8q1TG/zL9fn0Ofy+nvKefakOMUh0RnpPuVpkVHiEKdEZWT4lkdFi8OZ6Vvu0PtHS0RmhkR6b+Pv5ZGZGRLhVe50OCQ9MkqiMtLF4bWNmRERkhERKdEZaSJem54RESGZAcrTIyPF6YiQ6PQ0T1nykSOufXU4XMfAW0yM65josfQWG+s6tt7l+ni9v+5nenr2ci3zPgb5/DqxTyKZKadDuu55ynPxfjL11NLXiX1ymLoaqnUvr+dyU1ctfZ3Yp0hTV0O17uX1XG7qagG9Tsm//ebaDu/nsjngnjlzRkqXLp2tPC4uTo64/6F5GTNmjIwaNSpbebX4+HzbRtuVeiPYWwD8MeopwgV1FeGiVBDq6okTJ0wjpvUBNzY2ViL1E4Ifh8Nhwq+/YcOGyUMPPeQzA8Nvv/0m5cqVM4+xhfZNrlatmuzZs0dKliwZ7M0BckRdRbigriIcJFtaT7XlVsOt/zfz1gbcihUrmm4K/jS0Fi9ePGAg1ou3QC3AttDKbVMFh72oqwgX1FWEg5IW1tM/arm1apBZkyZN5PTp07Ju3TpP2ZYtW0xZblI+AAAA7GFFwK1Vq5Y0b95cnnvuOU/Zq6++KmXKlJEWLVoEddsAAABQsKzooqBeeukl6dixo7Rt21aKFi0qs2bNkrFjx0qUjuArpLQbxsiRI7N1xwBCDXUV4YK6inAQSz3VWR5yMddCmFi+fLmZHeHYsWMycOBAueuuu4K9SQAAAChgVgVcAAAAwIo+uAAAAIAbARdA2OGLJwA4f5wWnlMJuGFC5/T1Xpji1KlTkua/tKBXRdUFLtK9lxL0u/2dd96RzZs359v2ovA6e/as+bly5UqZOHGi+f3kyZOe2xcuXOhTn/1t3brV1G+3SZMmyejRo33u8/7775tBpT///HM+7AEKEz1P6gw8uqy7twkTJsiiRYtyfJx3Hdal3/Wcq+fmnP6GTlsJnA+BVmhVixcvlmXLlmUr31pIz6kE3DCgJ83rrrtO7rvvPhNOd+7caaZA04tOeKyjJKOjo83veilRooS5bf78+QGfT1drmzx5sgwZMqTA9wV207moGzZsKAcOHDDh4M033zTl119/vXz00Ufm9zvvvNNnSj9vqamp5r56onWfkPWEO3z4cJk3b57nfq+//rps375dKlSoUCD7Bfs+hGldUxEREWZ1Sz2venvvvffMhzGl510NqO4Pb+vXr5eaNWt66qSGhbJly5oFg/QcrOdYXWTIfT7WnxdddFGB7yfCn9a577//Xj7++GN58MEHzdSnF1xwgWzcuNHz4cpt3Lhx8vbbb/s8PrUwn1N1kBlC3549e5xNmzZ1Tp482Vw/c+aM8/Tp08709HTndddd53zooYfy9HyJiYnOiIgI57Rp0/Jpi1FY/e1vf3Peeeedzpdfftl59dVXO1euXOksV66c8+TJk85Dhw7p92CmLCfr1693Fi9e3Dlo0CBzXet4kyZNPNc/++wzZ2RkpHPNmjUFtk+wy8iRI009zOtlzJgxnufQc2d8fLzz6NGj5npycrLz7Nmzzn379pn7btiwIYh7CFvoea9GjRrO9u3bm3qlGeDw4cPmNq1jlStXdq5bt85cv+WWW5z9+/fP9hzrC+k5lVkUwoi+VNoy4G4Fc7eIKZ37NyYmxnM9ISFBbr/9dtOSdvjwYXOb+7Hecwdry3CjRo18yjMyMsynwrp165rWByC3/vOf/5iveosUKSIrVqwwLV333nuv/PDDD3L55ZebVq3BgweblgJtOXN/fVusWDFThw8dOmTKZs+eLZdddplpFVMHDx6UypUrm28zdK7rq6++Wp555hlzm851Xb58+SDuNcKNdi/QFlmtO3pe1RUv//vf/8oVV1zhuc/NN99srj/88MPmPtqSpi2x7jrpf072P796LycaGRlpvlZ213kgr/bu3SvVqlUz3zTotwdu//jHP8w3sto14YknnpC4uDjTvcZdPwvzOZWAG+L0KwU9Ees/f6U/9WR59OhRU3nXrl0rN9xwg+zZs8eEBz1xx8fHm8qs4XXMmDFmVTcNEElJSXL8+PGAoVX7SOrzancHrfAacPXri2uvvTYIe41w9cgjj5i+3fv375fExERzkrzmmmtMndKvbzXMfvLJJ9kep311u3bt+qfWTG/QoIFs2rTpPO0BChsdy3DPPffI448/buqu1uG5c+eaD2t6Lr311lt97q9BVQOAdgtzd0VQeg7WUKtdv/R8+uGHH5ryN954w3TV0cYG4M9kAG2g0qDqDrjVq1c3DVFaB/Xc2rlzZ2nSpInpa+sdcE+cOFGoz6l8nAxx+o+/YsWKJpTqRU+8qly5ciY8/PTTT+bTnPbJ0QChwVdpi4TSvmX6SW3Hjh1mYJkG2F9//dUEXe/LhRdeKCNGjJDk5GRzctaTPuEWefXiiy+af+j6YUr74tavX18qVapk+obpP/nPP/9cxo8fbz6c6UXr45IlS6RXr16ebyBmzpxpBuzk5vKvf/3L55sLIC90USANDtpypcFAz4UaIDQ89O3b13zroC1n3gN6b7rpJtMKpudjDcBuGj40TGhIbtasmTkf60WDrft8DOSVnj/1HKf1S9WqVcs0Rmkf2jVr1pg6q+dMbczyF1PIz6mFdx3bMKEnUw0K+pVvy5YtzSc2/apMK7j+rp+y9HY3DbJKQ7F+8nO3Lqj/+7//My2z2mH90ksv9ZTv27dPdu3a5fP1HJBXGlj1qzL9yuz+++83/+ynT59uPjy1a9fOlOmHJw2/Sr9t0PpYpUoV0yKm31ToBzUNDu5vLvREq3U9EG0t0+Cgzw/8GfrP/K233spW7j8g7Mcff/SUafcvrbfffPONGXmutL7qOVpt2bJFnnzySZ9zstZxHeyjrW3u+wG5sWrVKnN+1MaBxx57zDQIaOjV86uu2KofyPTbVv2f7y8lJaVwn1OD3QkYuacv17fffuscMmRIrgdF+NMBaf/85z99yl566SVnhQoVnKmpqQW4N7DNiRMnnH379nVOnTrVmZKS4hw2bJjz6aefNrdNmTLFWb9+fWelSpXMfdSmTZvMwIZA9S43dXzhwoUFvo+wyxNPPOHs3r27GbSrl+nTpzvLly/vuf7rr7+aurZjx45sj/3www+dtWvXNr/rAJ7cnI8DDQACcqNz586mDo0fP97ZsWNHc95MSkpyNm/e3NmoUSPnb7/9luMgs8J6TqWLQpjRPl86OEw/ienXaO6vegNd9OsGfzrgR/vn6NcaSvtEagtG//79TYsw8GfpV7zaIta8eXP57LPPTD3Vbi76Fa/26dLuCq+99pqZq9Hd0qUDGQPVuxdeeMHUca2f7vr83XffmX5m2gKhU+ZdcsklQdhL2ETrng780lZVvejvWo/d17ULTaABZG7ucu0Gpq1l5zof6/lau4kBebV7926ZNWuW+b1OnTpmfIP2G9dW3BkzZpj/5/59Zk/7zbtcGM+pdFEIQ+6vuPSrr5wmFte+X4FGQXbr1s3M2ahBRPtE6px52gdNB1YAf5WOxNWBDdpnUb9W0wGQ7jlE9au2xo0by913320GR+qo36uuuirg8+igSG/ab1e/jtOuDjr/Y7169Qpoj2Aj7Zbl7u6lddX9gV/75Or51X3dPW+odqvR2Wi0XmoA9qdl2v1Gg0hOdGCQOzADeR3boDMgLF++XGrUqGHG5mgDgtZfrVcaeHX2Gm1M0AG+F198sQmy3ouXFMZzKgE3DOlISW350pYyd39GfzoiOFCnc21x0GCrQUT77Ogb56mnngrYfwfIKx1hrkGgdu3a5mSsU9DpNwZPP/206UOuevToIWPHjpVvv/1WXn75Zc9jNUzoBOQaAvynU9LBlNrvTAew6Yc67ROp9Hc9yet7AcgtHRzmPUG+Lozjzf9606ZNPYs/6Ac0b1rfNRQvWLBAunfvnuPf9O7HC+SWftOlLf+ffvqpZ0aPNm3amFA6aNAgMxWjTsOogVY/tGndfuCBB0wgLuznVAJumNGvI3SZPZ1HVL9W0OvaKutNK/+5RkG2atXKzK6gwVaD8tChQwtgy1FY6AcrPaHqV2ramqvfGOgHLjetb9qSq3MwegcCPcHqqHX3V8XedICOnnRbt27tU64nY+2Kk9Oy1UAgOtuM1jPvwTZapi1fOgOCfnWrK/F5D8Z1f7XrT1vBdFDOjTfeaAbpuFt/3X755Rcz8t2WkekoOHpe69evn/mf7n3u0yCr09DpBzENvTpAXFc4GzBggPk2QbsiKv2mrDCfUwm4YUL7bylt+fr73/9uZkc416ThOfUZU7pAhLac6Ty5K1euNF8j66c4G7+iQMHT1lqdsUOntNM+uBoMtDuCzoerLVh6UtUA7J63WVsRlJ6g3cun+tP6qV/JaVgA/irv2WWUfhDThgLtg6hziOto9U6dOpkGBPfsMtrlxv+crA0N2t1B67p2UTiXc52TgUDcc9e757X1prMh5TQbgluLQn5OZZBZmFi9erX5qRM668IN3idmndfW+xLok5feT/vtaIdyna5JO5zriVy/5tBPbNpy0aVLF5kyZUq2FgggL7QFQQeV6fQ1Wq+0nuk/dz0h67RK2udr5MiRJmRoANb7AcEyZ84cEwS0y4Iu7qANB88//7zccccdpn7qlF/aNzenc7I2GLj7kmsLr//5ONBjgdzQcTTaBcF7KlC3QOHWPXgMvwv2NA7InaFDhzqrVKlipq1x06m9cpru48knnzT3Wb16tbNDhw7O2NhYcxk4cKBz//792Z5/9uzZzmuuucY8VqduatasmfPQoUMFuo8If5MmTXJ26tTJGRcX53zsscecp0+fNuW6VvpVV13lLF26tJlGTO3bt8/ZoEEDc9+cpqfRtdHnzp3r7NKlizM+Pr5A9wX20inqnnnmGWfjxo2d0dHRzgceeMB56tSpbPfT6e0qV65s6uhtt93m3LZtm2dKvGrVqpnzqdtXX311zimY3I8F/oydO3eaerR169Yc76Pn3l69ep3zedYUonMqXRTChHYpuOuuu8wKZm7aTyanPrj6NbDSjuI6cbP2i+zTp0+Og8m0u4Je9OsKneJJ78fAM+SV1hn9SveDDz7wqT86tc2VV15pFn5wd0nQeqmtYNoCpnU2EB2I9tBDD5nWXv3aGDgfKlSoYM6d7du3N+c77xXJvN12222mb61Opaiz1rjvp99SaN30Px+fqw+u+5wM/Bnu+uM//Zc3/fY2py4JhfGc6tCUG+yNwJ+jgyJ0hRIGL8BWGhp0ZgZdjeeP+psBwaTBQvvh6jK+QKg6U4jOqQRcAAAAWIVBZgAAALAKARcAAABWIeACAADAKsyiAABhRgeJ6EwA/hYvXmwWJNAZK7zpXNd6yQ2dB/Zci8gAQDjgLAYAIT49kC6S8fHHH8uDDz5oFiXQEdC6SIvSBQrcxo0bJ2+//XbA5WR1ec/cXB555JEC3T8AyA+04AJACNM5K7/++mupW7euzJs3TyZPnmyWQtYWXA25HTt2NLc3a9bMtN4GmvpHl0bWuYa//PLLc/4tXelQQy4AhDsCLgCEsISEBPNz7969Uq1aNWndurWne0KjRo3k1ltvNSF32bJlOT6HdjnQ4KsLFJyLLqmsIRkAwh1nMgAIYadOncq2mIv2p83IyDCtra+88ops27ZNPvzwwxyfQ8OtPuaPVtPSadEJuABswJkMAEKYLm2sIddNl31Vusxmjx49pHbt2jJz5kwTTPV6ThYuXChFixYtkG0GgGAj4AJACFu1apUJr59//rkJtUuWLDGht2TJkmbw2M6dO03f3IoVK57zedq2bWv66p5LgwYNzvPWA0BwMIsCAISwSy65ROrVq2eCrfrpp5/k73//u5QtW1YmTpxouim0b99ejh07ds7n0X64RYoUOedF++ACgA0IuAAQ4nbv3i2zZs0yv9epU0cSExPlnnvuMa24M2bMkOPHj8umTZt8HnP69OkgbS0ABB8BFwBC3IsvviiXXXaZ+b1GjRqm5fbAgQNm0Fj16tVN4NUWWJ1pYcGCBXLxxRdL48aNfZ5j/vz5poX2XJft27cHaQ8B4PyiDy4AhLAtW7bIO++8I59++qmZEkzpnLY6B+6gQYNk/fr18sMPP0h6errprhAfHy8PPPCAJxC7XXvttaYf77k0b948X/cFAAoKARcAQlRaWpr069fPBFqd/9ZNg6xOC1amTBkTeq+44gqzwtmAAQPMXLf33ntvtufSgWqlS5c+599jiV4AtiDgAkCISkpKMv1rJ0yYkO02Xb430KplOc1vCwCFCQEXAEJU+fLlTReEEiVKmP613gKFWw2ygcKsdl9w98HNTasxAIQ7Ai4AhDANt+6Q6v0zkJSUlGyrnrm7NHTp0kU++uijP+yDq88BAOGOgAsAYcC9zO65pv/S1tfU1NRs5bqcb27s2LHjL2whAIQOh5POWQAAALAIQ2YBAABgFQIuAAAArELABQAAgFUIuAAAALAKARcAAABWIeACAADAKgRcAAAAWIWACwAAAKsQcAEAACA2+X/8iWxU+yxgeAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 条形图\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(8, 6))\n",
    "# 图表数据\n",
    "subjects = ['语文', '数学', '英语', '科学', ]\n",
    "scores = [95, 70, 88, 60]\n",
    "# 绘制折线图\n",
    "plt.bar(subjects, scores, label='成绩', width=0.3)\n",
    "# #  标题\n",
    "plt.title('成绩', fontsize=16, color='red')\n",
    "#  标签\n",
    "plt.xlabel('科目', fontsize=12)\n",
    "plt.ylabel('成绩', fontsize=12)\n",
    "# 添加图例\n",
    "plt.legend(loc='best')\n",
    "# 添加网格\n",
    "plt.grid(axis='y', color='red', linestyle='--', alpha=0.5)\n",
    "# # 刻度大小\n",
    "# # rotation ：文字旋转角度\n",
    "plt.xticks(fontsize=12, rotation=0)\n",
    "plt.yticks(fontsize=12, rotation=0)\n",
    "# # 设置Y轴的范围\n",
    "plt.ylim(0, 100)\n",
    "# # 每一个数据点显示数值\n",
    "for x, y in zip(subjects, scores):\n",
    "    plt.text(x, y + 1, y, ha='center', va='bottom')\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-28T01:36:30.681514400Z",
     "start_time": "2025-08-28T01:36:30.516695400Z"
    }
   },
   "id": "fc8d03daf35dbb5e"
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 条形图\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(8, 6))\n",
    "# 图表数据\n",
    "subjects = ['语文', '数学', '英语', '科学', ]\n",
    "scores = [95, 70, 88, 60]\n",
    "# 绘制折线图\n",
    "plt.barh(subjects, scores, label='成绩', height=0.3)\n",
    "#  标题\n",
    "plt.title('成绩', fontsize=16, color='red')\n",
    "#  标签\n",
    "plt.xlabel('成绩', fontsize=12)\n",
    "plt.ylabel('科目', fontsize=12)\n",
    "# 添加图例\n",
    "plt.legend(loc='best')\n",
    "# 添加网格\n",
    "plt.grid(axis='x', color='red', linestyle='--', alpha=0.5)\n",
    "# 刻度大小\n",
    "# rotation ：文字旋转角度\n",
    "plt.xticks(fontsize=12, rotation=0)\n",
    "plt.yticks(fontsize=12, rotation=0)\n",
    "# 设置Y轴的范围\n",
    "plt.xlim(0, 100)\n",
    "# 每一个数据点显示数值\n",
    "for x, y in zip(subjects, scores):\n",
    "    plt.text(y + 2, x, y, ha='center', va='bottom')\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-28T01:44:28.435520800Z",
     "start_time": "2025-08-28T01:44:28.222267900Z"
    }
   },
   "id": "1e583f74784028a8"
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 饼图\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(8, 6))\n",
    "# 图表数据\n",
    "things = ['学习', '睡觉', '工作', '学习', '运动', '其他']\n",
    "times = [2, 8, 8, 5, 2, 1]\n",
    "colors = ['yellow', 'red', 'blue', 'yellow', 'green', 'orange']\n",
    "# 突出的部分\n",
    "explode = [0.1, 0, 0, 0, 0, 0]\n",
    "# 绘制折线图,\n",
    "# autopct：百分比格式化字符串\n",
    "# startangle：起始角度\n",
    "# colors: 颜色\n",
    "# explode: 突出的部分\n",
    "plt.pie(times, labels=things, autopct='%.1f%%'\n",
    "        , startangle=90,colors=colors, explode=explode\n",
    "        )\n",
    "#  标题\n",
    "plt.title('时间分布', fontsize=16, color='red')\n",
    "# 添加图例\n",
    "plt.legend(loc='best')\n",
    "# 布局\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-28T02:05:28.115758Z",
     "start_time": "2025-08-28T02:05:27.884056200Z"
    }
   },
   "id": "4797a0e3cfff93d2"
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 环形图\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(8, 6))\n",
    "# 图表数据\n",
    "things = ['学习', '睡觉', '工作', '学习', '运动', '其他']\n",
    "times = [2, 8, 8, 5, 2, 1]\n",
    "explode = [0.1, 0, 0, 0, 0, 0]\n",
    "# 绘制折线图,\n",
    "# autopct：百分比格式化字符串\n",
    "# startangle：起始角度\n",
    "# pctdistance：百分比位置\n",
    "# wedgeprops：圆环设置\n",
    "# colors: 颜色\n",
    "# explode: 突出的部分\n",
    "plt.pie(times, labels=things, autopct='%.1f%%'\n",
    "        , startangle=90,pctdistance=0.7,\n",
    "        wedgeprops={'edgecolor':'white','width':0.6},\n",
    "        explode=explode\n",
    "        )\n",
    "#  标题\n",
    "plt.title('时间分布', fontsize=16, color='red')\n",
    "plt.text(0.5,0.5,'hello',ha='center',va='center')\n",
    "# 添加图例\n",
    "plt.legend(loc='best')\n",
    "# 布局\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-28T02:05:23.817373300Z",
     "start_time": "2025-08-28T02:05:23.732967700Z"
    }
   },
   "id": "d66ea6178ec1cbe7"
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\service\\python\\virtualenv\\fastapi\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点图\n",
    "import random\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(8, 6))\n",
    "# 图表数据\n",
    "scores = [80, 90, 70, 60, 80, 90, 70, 60, 80, 90, 70, 60]\n",
    "hours = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]\n",
    "x= []\n",
    "y =[]\n",
    "for i in range(1000):\n",
    "    tmp = random.uniform(0, 10)\n",
    "    x.append(tmp)\n",
    "    tmp2 = 2*tmp + random.gauss(0, 2)\n",
    "    y.append(tmp2)\n",
    "# 绘制图\n",
    "plt.scatter(x, y,color='blue',s=10,alpha=0.5,label='散点图')\n",
    "# #  标题\n",
    "plt.title('x与y', fontsize=16, color='red')\n",
    "# #  标签\n",
    "plt.xlabel('X', fontsize=12)\n",
    "plt.ylabel('Y', fontsize=12)\n",
    "# # 添加图例\n",
    "plt.legend(loc='best')\n",
    "# # 添加网格\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# # 显示图表\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-08-28T02:24:29.601133800Z",
     "start_time": "2025-08-28T02:24:29.445016500Z"
    }
   },
   "id": "6d6923853eeb8407"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "ce89c8e9002f2c8c"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
